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+that+illustrates+a+pivotal+shift+towards+prioritizing+the+Chinese+language+in+developing+LLMs.+Uniquely+initiated+from+scratch%252C+CT-LLM+diverges+from+the+conventional+methodology+by+primarily+incorporating+Chinese+textual+data%252C+utilizing+an+extensive+corpus+of+1%252C200+billion+tokens%252C+including+800+billion+Chinese+tokens%252C+300+billion+English+tokens%252C+and+100+billion+code+tokens.+This+strategic+composition+facilitates+the+model%27s+exceptional+proficiency+in+understanding+and+processing+Chinese%252C+a+capability+further+enhanced+through+alignment+techniques.+Demonstrating+remarkable+performance+on+the+CHC-Bench%252C+CT-LLM+excels+in+Chinese+language+tasks%252C+and+showcases+its+adeptness+in+English+through+SFT.+This+research+challenges+the+prevailing+paradigm+of+training+LLMs+predominantly+on+English+corpora+and+then+adapting+them+to+other+languages%252C+broadening+the+horizons+for+LLM+training+methodologies.+By+open-sourcing+the+full+process+of+training+a+Chinese+LLM%252C+including+a+detailed+data+processing+procedure+with+the+obtained+Massive+Appropriate+Pretraining+Chinese+Corpus+(MAP-CC)%252C+a+well-chosen+multidisciplinary+Chinese+Hard+Case+Benchmark+(CHC-Bench)%252C+and+the+2B-size+Chinese+Tiny+LLM+(CT-LLM)%252C+we+aim+to+foster+further+exploration+and+innovation+in+both+academia+and+industry%252C+paving+the+way+for+more+inclusive+and+versatile+language+models.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.5da175dde98bd53a10df3c42cd064e5e%3frik%3d4ZiLHGUeLFFosA%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=%e4%b8%ad%e5%9c%8b+LLM&simid=608004371835670112&FORM=IRPRST&ck=100CBD53C40A685E6D138448CC4DFC96&selectedIndex=11&itb=0)
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